This study aimed to investigate associations between HLA class I (A, B) and class II (DRB1) polymorphisms and COVID-19 severity in a South Brazilian population, and to evaluate the binding affinity of alleles to viral peptides. The gene discussed is HLA-DRB1; the disease is COVID-19.